Machine Learning at GGI (22 August 2022 - 30 September 2022) · Agenda (Indico)

Machine Learning at GGI

from Monday, 22 August 2022 (11:00) to Friday, 30 September 2022 (18:00)

Monday, 22 August 2022

14:30 Welcome
Welcome
14:30 - 14:45

14:45 Gong show presentation of participants
Gong show presentation of participants
14:45 - 16:15
Tuesday, 23 August 2022
14:30 Learning new physics from a machine - Gaia Grosso (CERN) Andrea Wulzer (Padova University)
Learning new physics from a machine
- Gaia Grosso (CERN)
- Andrea Wulzer (Padova University)
14:30 - 16:00
Wednesday, 24 August 2022
11:00 Efficient large scale kernel methods for high energy physics - Marco Letizia (University of Genova)
Efficient large scale kernel methods for high energy physics
- Marco Letizia (University of Genova)
11:00 - 12:30
Thursday, 25 August 2022
11:00 Non-parametric analysis of the Hubble Diagram with Neural Networks - Matilde Signorini (University of Firenze) Lorenzo Giambagli (University of Firenze)
Non-parametric analysis of the Hubble Diagram with Neural Networks
- Matilde Signorini (University of Firenze)
- Lorenzo Giambagli (University of Firenze)
11:00 - 12:30
Friday, 26 August 2022
11:00 Deep Learning techniques for Genomics - Lorenzo Buffoni (University of Lisbon)
Deep Learning techniques for Genomics
- Lorenzo Buffoni (University of Lisbon)
11:00 - 12:30
Saturday, 27 August 2022
Sunday, 28 August 2022

Monday, 5 September 2022
Tuesday, 6 September 2022
Wednesday, 7 September 2022
Thursday, 8 September 2022
Friday, 9 September 2022
Saturday, 10 September 2022
Sunday, 11 September 2022

Monday, 12 September 2022

11:00 Welcome
Welcome
11:00 - 11:15
11:15 Introduction to normalizing flows and some applications to LHC and Gaia - David Shih
Introduction to normalizing flows and some applications to LHC and Gaia
- David Shih
11:15 - 12:45
Tuesday, 13 September 2022
11:00 The Cosmological Analysis of Large-Scale-Structure Data - Guido D'Amico
The Cosmological Analysis of Large-Scale-Structure Data
- Guido D'Amico
11:00 - 12:30
Wednesday, 14 September 2022
11:00 Machine Learning and Physics: A Faustian Bargain? - Jeff Byers (University of Padova)
Machine Learning and Physics: A Faustian Bargain?
- Jeff Byers (University of Padova)
11:00 - 12:30
15:00 Discussion session on Generative Models
Discussion session on Generative Models
15:00 - 16:00
Thursday, 15 September 2022
11:00 Deterministic Langevin and Hamiltonian methods for sampling - Uros Seljak
Deterministic Langevin and Hamiltonian methods for sampling
- Uros Seljak
11:00 - 12:30
Friday, 16 September 2022
11:00 Spectral Learning for Neural Network - Lorenzo Giambagli
Spectral Learning for Neural Network
- Lorenzo Giambagli
11:00 - 12:30
Saturday, 17 September 2022
Sunday, 18 September 2022

Monday, 19 September 2022

11:00 Welcome
Welcome
11:00 - 11:15
11:15 Spectral Learning - Lorenzo Chicchi
Spectral Learning
- Lorenzo Chicchi
11:15 - 12:45
Tuesday, 20 September 2022
11:00 Large-scale imaging and feature extraction using advanced high-resolution microscopy techniques - Giacomo Mazzamuto
Large-scale imaging and feature extraction using advanced high-resolution microscopy techniques
- Giacomo Mazzamuto
11:00 - 12:30
Wednesday, 21 September 2022
11:00 Generalization in Similarity Learning - Nayara Fonseca Veronica Guidetti
Generalization in Similarity Learning
- Nayara Fonseca
- Veronica Guidetti
11:00 - 12:30
15:00 ML applied to Identification/characterisation of X-ray sources and open problems - Mara Salvato
ML applied to Identification/characterisation of X-ray sources and open problems
- Mara Salvato
15:00 - 16:00
17:00 Visit to Galileo's Villa il Gioiello
Visit to Galileo's Villa il Gioiello
17:00 - 18:00
Thursday, 22 September 2022
11:00 PDF Determination as Machine Learning - Stefano Forte
PDF Determination as Machine Learning
- Stefano Forte
11:00 - 12:30
Friday, 23 September 2022
Saturday, 24 September 2022
Sunday, 25 September 2022

Monday, 26 September 2022

11:00 Welcome
Welcome
11:00 - 11:15
Tuesday, 27 September 2022
11:00 TBA - Mario Krenn
TBA
- Mario Krenn
11:00 - 12:30
Wednesday, 28 September 2022
11:00 On the Dynamics of Inference and Learning - David Berman
On the Dynamics of Inference and Learning
- David Berman
11:00 - 12:30
15:00 Universal mean-field upper bound for the generalization gap of deep neural network - Sebastiano Ariosto
Universal mean-field upper bound for the generalization gap of deep neural network
- Sebastiano Ariosto
15:00 - 16:00
Thursday, 29 September 2022
11:00 Model independent measurements of Standard Model cross sections with Domain Adaptation - Benedetta Camaiani
Model independent measurements of Standard Model cross sections with Domain Adaptation
- Benedetta Camaiani
11:00 - 12:30
15:00 TBA - Paolo Nesi
TBA
- Paolo Nesi
15:00 - 16:00
Friday, 30 September 2022

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